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Wang T, Xu Z, Hu H, Xu H, Zhao Y, Mao X. Identification of Turtle-Shell Growth Year Using Hyperspectral Imaging Combined with an Enhanced Spatial-Spectral Attention 3DCNN and a Transformer. Molecules 2023; 28:6427. [PMID: 37687257 PMCID: PMC10490299 DOI: 10.3390/molecules28176427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2023] [Revised: 08/31/2023] [Accepted: 09/01/2023] [Indexed: 09/10/2023] Open
Abstract
Turtle shell (Chinemys reecesii) is a prized traditional Chinese dietary therapy, and the growth year of turtle shell has a significant impact on its quality attributes. In this study, a hyperspectral imaging (HSI) technique combined with a proposed deep learning (DL) network algorithm was investigated for the objective determination of the growth year of turtle shells. The acquisition of hyperspectral images was carried out in the near-infrared range (948.72-2512.97 nm) from samples spanning five different growth years. To fully exploit the spatial and spectral information while reducing redundancy in hyperspectral data simultaneously, three modules were developed. First, the spectral-spatial attention (SSA) module was developed to better protect the spectral correlation among spectral bands and capture fine-grained spatial information of hyperspectral images. Second, the 3D convolutional neural network (CNN), more suitable for the extracted 3D feature map, was employed to facilitate the joint spatial-spectral feature representation. Thirdly, to overcome the constraints of convolution kernels as well as better capture long-range correlation between spectral bands, the transformer encoder (TE) module was further designed. These modules were harmoniously orchestrated, driven by the need to effectively leverage both spatial and spectral information within hyperspectral data. They collectively enhance the model's capacity to extract joint spatial and spectral features to discern growth years accurately. Experimental studies demonstrated that the proposed model (named SSA-3DTE) achieved superior classification accuracy, with 98.94% on average for five-category classification, outperforming traditional machine learning methods using only spectral information and representative deep learning methods. Also, ablation experiments confirmed the effectiveness of each module to improve performance. The encouraging results of this study revealed the potentiality of HSI combined with the DL algorithm as an efficient and non-destructive method for the quality control of turtle shells.
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Affiliation(s)
- Tingting Wang
- School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou 450001, China; (T.W.); (Z.X.); (H.H.)
| | - Zhenyu Xu
- School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou 450001, China; (T.W.); (Z.X.); (H.H.)
| | - Huiqiang Hu
- School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou 450001, China; (T.W.); (Z.X.); (H.H.)
| | - Huaxing Xu
- School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou 450001, China; (T.W.); (Z.X.); (H.H.)
| | - Yuping Zhao
- China Academy of Chinese Medical Sciences, Beijing 100700, China;
| | - Xiaobo Mao
- School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou 450001, China; (T.W.); (Z.X.); (H.H.)
- Research Center for Intelligent Science and Engineering Technology of Traditional Chinese Medicine, Zhengzhou University, Zhengzhou 450001, China
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Sheng W, Xu W, Ding J, Lu B, Liu L, He Q, Zhou Q. Guijiajiao (Colla Carapacis et Plastri, CCP) prevents male infertility via gut microbiota modulation. Chin J Nat Med 2023; 21:403-410. [PMID: 37407171 DOI: 10.1016/s1875-5364(23)60471-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Indexed: 07/07/2023]
Abstract
Male infertility is a significant cause of psychosocial and marital distress in approximately 50% of couples who are unable to conceive, with male factors being the underlying cause. Guijiajiao (Colla Carapacis et Plastri, CCP) is a Traditional Chinese Medicine commonly used to treat male infertility. The present study aimed to investigate the potential mechanisms underlying the preventive effects of CCP on male infertility. An infertile male rat model was established using cyclophosphamide (CTX), and CCP was administered for both treatment and prevention. Fecal microbiota transplantation (FMT) was also performed to explore the role of gut microbiota in the CCP-mediated prevention of male infertility in rats. Sperm motility and concentration were determined using a semi-automatic sperm classification analyzer. Subsequently, histopathological analysis using HE staining was performed to examine the changes in the small intestine and testis. Moreover, the serum levels of lipopolysaccharide (LPS) and testosterone were measured by ELISA. In addition, immunohistochemistry was conducted to detect CD3 expression in the small intestine, while RT-qPCR was employed to assess the expressions of interleukin-1 beta (IL-1β), cluster of differentiation 3 (CD3), Monocyte chemoattractant protein-1 (MCP-1), and C-X-C motif chemokine ligand 10 (CXCL-10) in the small intestine and epididymis. Finally, gut microbiota was analyzed by 16S rRNA sequencing. CCP improved sperm motility, number, and concentration in CTX-induced infertile male rats. CCP increased the serum testosterone level, inhibited the immune cell infiltration of the intestinal lamina propria, and promoted the aggregation of CD3+ T cells in CTX-induced male infertility rats. CCP also inhibited the expressions of MCP-1, CXCL-10, and IL-1β in the epididymis of male infertility rats. At the genus level, CTX led to a reduction in the abundance of Lactobacillus, Clostridia_UCG.014, and Romboutsia in the intestinal tract of rats. In contrast, CCP decreased the abundance of Ruminococcus and increased the abundance of Romboutsia in infertile male rats. Additionally, FMT experiments proved that the gut microbiota of CCP-treated rats facilitated testicular tissue recovery and spermatogenesis while also reducing the serum LPS level in infertile male rats. CCP improves the spermatogenic ability of infertile male rats by restoring gut microbiota diversity and inhibiting epididymal inflammation.
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Affiliation(s)
- Wen Sheng
- College of Traditional Chinese Medicine, Hunan University of Chinese Medicine, Changsha 410000, China; Andrology Laboratory, Hunan University of Chinese Medicine, Changsha 410000, China.
| | - Wenjing Xu
- Department of Dermatology, The First Affiliated Hospital of Hunan University of Chinese Medicine, Changsha 410000, China.
| | - Jin Ding
- Andrology Laboratory, Hunan University of Chinese Medicine, Changsha 410000, China; Department of Andrology, Affiliated Bao'an Hospital of Traditional Chinese Medicine, The Seventh Clinical Medical College, Guangzhou University of Traditional Chinese Medicine, Shenzhen 518000; College of Integrated Traditional Chinese and Western Medicine, Hunan University of Chinese Medicine, Changsha 410000
| | - Baowei Lu
- Andrology Laboratory, Hunan University of Chinese Medicine, Changsha 410000, China; College of Integrated Traditional Chinese and Western Medicine, Hunan University of Chinese Medicine, Changsha 410000
| | - Lumei Liu
- Andrology Laboratory, Hunan University of Chinese Medicine, Changsha 410000, China; College of Integrated Traditional Chinese and Western Medicine, Hunan University of Chinese Medicine, Changsha 410000
| | - Qinghu He
- Andrology Laboratory, Hunan University of Chinese Medicine, Changsha 410000, China; College of Traditional Chinese Medicine, Hunan University of Medicine, Changsha 410000.
| | - Qing Zhou
- Department of Andrology, The First Hospital of Hunan University of Chinese Medicine, Changsha 410000.
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Dong Z, Coates D. Bioactive Molecular Discovery Using Deer Antlers as a Model of Mammalian Regeneration. J Proteome Res 2021; 20:2167-2181. [PMID: 33769828 DOI: 10.1021/acs.jproteome.1c00003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
The ability to activate and regulate stem cells during wound healing and tissue regeneration is a promising field that is resulting in innovative approaches in the field of regenerative medicine. The regenerative capacity of invertebrates has been well documented; however, in mammals, stem cells that drive organ regeneration are rare. Deer antlers are the only known mammalian structure that can annually regenerate to produce a tissue containing dermis, blood vessels, nerves, cartilage, and bone. The neural crest derived stem cells that drive this process result in antlers growing at up to 2 cm/day. Deer antlers thus provide superior attributes compared to lower-order animal models, when investigating the regulation of stem cell-based regeneration. Antler stem cells can therefore be used as a model to investigate the bioactive molecules, biological processes, and pathways involved in the maintenance of a stem cell niche, and their activation and differentiation during organ formation. This review examines stem cell-based regeneration with a focus on deer antlers, a neural crest stem cell-based mammalian regenerative structure. It then discusses the omics technical platforms highlighting the proteomics approaches used for investigating the molecular mechanisms underlying stem cell regulation in antler tissues.
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Affiliation(s)
- Zhen Dong
- Sir John Walsh Research Institute, Faculty of Dentistry, University of Otago, Dunedin 9016, New Zealand
| | - Dawn Coates
- Sir John Walsh Research Institute, Faculty of Dentistry, University of Otago, Dunedin 9016, New Zealand
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Zhang Y, Li J, Yang S, Xu C, Gblinwon RT, Hu J, Sun X, Xia G, Yang H, Shen Y. A species-specific triplex PCR assay for authentication of Galli Gigerii Endothelium Corneum. Mitochondrial DNA B Resour 2021; 6:1044-1049. [PMID: 33796733 PMCID: PMC7995851 DOI: 10.1080/23802359.2021.1899075] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Accepted: 02/25/2021] [Indexed: 02/01/2023] Open
Abstract
A triplex PCR assay was developed to identify animal species and adulteration of a natural medicine Galli Gigerii Endothelium Corneum (GGEC). Three species-specific primer sets were designed according to the difference in mitochondrial genome of Gallus gallus domesticus, Anas platyrhynchos and Anser anse. The PCR conditions were optimized and the assay was well validated for high specificity and sensitivity (1 mg/μL). Especially, when artificial adulterants made from the mixture of three species were analyzed, the assay has still exhibited strong capability of differentiation. By using this developed method, two batches out of fourteen commercial GGEC products were identified to be adulterated by Anser anse. The newly proposed assay showed sufficient merits as a regular tool for the identification of counterfeits or adulterants of GGEC product for their pulverized and processed form, and even Chinese patent medicines composed of these species.
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Affiliation(s)
- Yuli Zhang
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Juan Li
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Shiqing Yang
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Chao Xu
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | | | - Jianhui Hu
- Department of Pharmacy, Zhenjiang Hospital of Traditional Chinese Medicine, Zhenjiang, China
| | - Xiaoxiang Sun
- Department of Pharmacy, Zhenjiang Hospital of Traditional Chinese Medicine, Zhenjiang, China
| | - Guohua Xia
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Huan Yang
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Yuping Shen
- School of Pharmacy, Jiangsu University, Zhenjiang, China
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Tang XM, Guo JL, Chen L, Ho PCL. Application for proteomics analysis technology in studying animal-derived traditional Chinese medicine: A review. J Pharm Biomed Anal 2020; 191:113609. [PMID: 32966940 DOI: 10.1016/j.jpba.2020.113609] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 08/28/2020] [Accepted: 08/29/2020] [Indexed: 10/23/2022]
Abstract
Different therapeutically active ingredients, from plants, animals, and mineral sources, are prescribed as traditional Chinese medicines (TCM). TCMs, from animal sources, are rich in proteins and peptides. Different advanced proteomics technologies, such as two-dimensional gel electrophoresis (2-DE), multi-dimensional liquid chromatography (MDLC), matrix-assisted laser desorption/ionization-time of flight mass spectrometry (MALDI-TOF-MS), and isobaric tags for relative and absolute quantitation (iTRAQ), have been applied to analyze TCMs, from animal sources. This paper reviews the common proteomic techniques for analyzing animal - derived TCMs. Various scientific studies have reported the application of proteomics for locating drug targets, identifying active components, and elucidating the mechanisms of action of animal - derived TCMs. However, these researches are still at the preliminary stage. This review has also discussed the existing challenges and future directions in this field of research.
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Affiliation(s)
- Xue-Mei Tang
- College of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Jin-Lin Guo
- College of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Lu Chen
- College of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China.
| | - Paul Chi-Lui Ho
- Department of Pharmacy, National University of Singapore, 18 Science Drive 4, Singapore 117543, Singapore.
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6
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Lin L, Zhang Y, Li Y, Fu H, Hu J, Zhou Y, Xu Y, Xia G, Sun X, Yang H, Shen Y. Identification of signature proteins of processed Bombyx batryticatus by comparative proteomic analysis. Int J Biol Macromol 2020; 153:289-296. [DOI: 10.1016/j.ijbiomac.2020.03.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 03/02/2020] [Accepted: 03/02/2020] [Indexed: 12/12/2022]
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7
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Chen Y, Yang Y, Qian Y, Gblinwon RT, Jiao Z, Chen L, Lin L, Zheng Y, Yang H, Shen Y. Harnessing multiplex PCR assay targeting specific mitochondrial DNA elements for simultaneous identification of antelope species in Cornu Saigae Tataricae. Mitochondrial DNA B Resour 2019; 4:3222-3226. [PMID: 33365929 PMCID: PMC7707849 DOI: 10.1080/23802359.2019.1666667] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
A multiplex PCR assay was developed to simultaneously differentiate four antelope species and identify adulteration in Cornu Saigae Tataricae. Four novel primer sets were designed with high inter-species specificity and intra-species stability. Limit of detection was estimated to be 10 ng of genomes. When a mixture of antelope hornand fake species was assayed, it exhibited powerful differentiation capability. 5 out of 12 batches of commercialproducts were identified to be counterfeited or adulterated with Ovis aries Linnaeus and/or Capra hircus Linnaeus. It is readily applicable in routine analysis for identification of sham or adulterants of Cornu Saigae Tataricae.
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Affiliation(s)
- Yufei Chen
- School of Pharmacy, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Yaya Yang
- School of Pharmacy, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Yinhuan Qian
- Department of Pharmacy, Zhenjiang Hospital of Traditional Chinese Medicine, Zhenjiang, Jiangsu, China
| | | | - Zhaoqun Jiao
- School of Pharmacy, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Liqun Chen
- School of Pharmacy, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Ling Lin
- School of Pharmacy, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Yang Zheng
- School of Pharmacy, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Huan Yang
- School of Pharmacy, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Yuping Shen
- School of Pharmacy, Jiangsu University, Zhenjiang, Jiangsu, China
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8
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Yang Y, Zheng Y, Lu B, Jiao Z, Chen L, Gblinwon RT, Jia X, Shen Y, Yang H. Rapid identification of cervus antlers by species-specific PCR assay. Nat Prod Res 2019; 34:1315-1319. [PMID: 30663383 DOI: 10.1080/14786419.2018.1560285] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
A rapid PCR technology was developed to differentiate Cervus antlers species and adulteration based on the difference in mitochondrial genome. Three specifically designed primer sets were confirmed to have high inter-species specificity and good intra-species stability. Limits of detection were estimated to be 1 ng of genomes for reindeer and 10 ng for the other species. Especially, when the mixture of Cervus antlers and reindeer or sambar was assayed, these primer sets still exhibited strong capability of differentiation but not the conventional COI barcoding. By using the newly developed approach, five batches out of fourteen commercial Cervus antler products were identified to be fake products made from reindeer antlers. It has shown its good potential to be extensively applied in the identification of counterfeits or adulterates of Cornu Chinese medicines for their pulverized and processed form, and even the traditional Chinese patent medicines composed of these species.
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Affiliation(s)
- Yaya Yang
- School of Pharmacy, Jiangsu University, Zhenjiang, China.,School of Traditional Chinese Medicine, China Pharmaceutical University, Nanjing, China
| | - Yang Zheng
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Beibei Lu
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Zhaoqun Jiao
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Liqun Chen
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | | | - Xiaobin Jia
- School of Pharmacy, Jiangsu University, Zhenjiang, China.,School of Traditional Chinese Medicine, China Pharmaceutical University, Nanjing, China
| | - Yuping Shen
- School of Pharmacy, Jiangsu University, Zhenjiang, China
| | - Huan Yang
- School of Pharmacy, Jiangsu University, Zhenjiang, China
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9
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Yang H, Zhou Y, Yu P, Yang Y, Jiao Z, Tam JP, Shen Y, Jia X. A novel PCR-based technology for rapid and non-sequencing authentication of Bombyx batryticatus using species-specific primers. Nat Prod Res 2018; 33:1251-1256. [PMID: 29683355 DOI: 10.1080/14786419.2018.1466127] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
A novel PCR technology was developed to detect short DNA fragments using species-specific primers for rapid and non-sequencing authentication of Bombyx batryticatus based on differences in the mitochondrial genome. Three specifically designed primer reactions were established to target species for the reliable identification of their commercial products. They were confirmed to have a high inter-species specificity and intra-species stability. The limit of detection was estimated as 1 ng of genomes for Beauveria bassiana and 100 pg for Bombyx mori and Metarhizium anisopliae. Furthermore, validation results demonstrated that raw materials and their processed products can be conveniently authenticated with good sensitivity and precision using this newly proposed approach. In particular, when counterfeits were assayed, these primer sets performed well, whereas COI barcoding technology did not. These could also assist in the discrimination and identification of adulterates of other animal-derived medicines in their pulverized and processed forms and even in complexes.
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Affiliation(s)
- Huan Yang
- a School of Pharmacy , Jiangsu University , Zhenjiang , China
| | - Ying Zhou
- a School of Pharmacy , Jiangsu University , Zhenjiang , China
| | - Pingtian Yu
- a School of Pharmacy , Jiangsu University , Zhenjiang , China
| | - Yaya Yang
- a School of Pharmacy , Jiangsu University , Zhenjiang , China
| | - Zhaoqun Jiao
- a School of Pharmacy , Jiangsu University , Zhenjiang , China
| | - James P Tam
- b School of Biological Sciences , Nanyang Technological University , Singapore , Singapore
| | - Yuping Shen
- a School of Pharmacy , Jiangsu University , Zhenjiang , China.,b School of Biological Sciences , Nanyang Technological University , Singapore , Singapore
| | - Xiaobin Jia
- a School of Pharmacy , Jiangsu University , Zhenjiang , China.,c School of Traditional Chinese Medicine , China Pharmaceutical University , Nanjing , China
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